Context-aware pyramid featureAttention moduleIMPLEMENTATIONEVACUATIONAchieving accurate crowd counting still faces many challenges due to continuous scale variations. To this end, we present an innovative Context-Aware Pyramid Attention Network for crowd counting which is realized by extracting rich contextual...
论文《Body Structure Aware Deep Crowd Counting》 IEEE TRANSACTIONS ON IMAGE PROCESSING 创新点:从语义场景分析作为出发点,进行人群计数;包含三个关键因素:行人,头部和他们地上下文结构(context structure);行人的语义结构可以提供更丰富的信息用于行人识别; 解决问题:现存的方法,大多是直接模拟行人的整个身体... ...
Aiming at the problem of the target scale-aware in crowd counting, this paper proposes a counting algorithm based on the reaggregation of contextual features. The semantic information extracted by the high-level network is combined with the crowd-scale detai...
Multi-Scale Attention Network for Crowd Counting In crowd counting datasets, people appear at different scales, depending on\ntheir distance from the camera. To address this issue, we propose a novel\nmulti-branch scale-aware attention network that exploits the hierarchical\nstructure ... RR Vario...
论文理解《Body Structure Aware Deep Crowd Counting》 的人群计数的关键因素;然后将人群计数问题转换为多任务学习问题,使语义场景模型分成三个不同的子任务;最后,将深度卷积神经网络运用到一个统一的模式学习子任务,在一个统一的方案中,解决了特征提取和多任务人群...新方法用于人群计数,方法主要关注于人群计数的语义...
Hybrid attention network based on progressive embedding scale-context for crowd counting 2022, Information Sciences Citation Excerpt : Liu et al. [7] proposed an end-to-end architecture that integrated multiscale context information into the current feature map in parallel (CAN). Recently, attention...
Extensive experiments on benchmarks demonstrate the effectiveness of the proposed method on crowd counting task, the generalization of the proposed method, and the generalization of the developed image quality assessment-guided training approach.
continue revealing more of Minnieâs actions. Of course, some audience members tried this, but calibrated by stopping as soon as their perception picked up that nothing was changing. Then, there were undoubtedly nervous titters in the crowdâhow silly that we tried to see ...
.setConnectionPoolType(ConnectionPoolType.TOKEN_AWARE) ) .withConnectionPoolConfiguration(newConnectionPoolConfigurationImpl("CassandraPool") .setPort(9160) .setMaxConnsPerHost(3) .setSeeds("127.0.0.1:9160") ) .withConnectionPoolMonitor(newCountingConnectionPoolMonitor()) ...
By utilizing crowd-sourcing technology, contexts representing by FIGS. 1A-1D can be distinguished. For example, even a detection of a number of nearby devices can be informative to distinguish the four contexts. The context represented in FIG. 1A could be associated with thousands of nearby devic...